Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-404712	CLM	Mery Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-419339	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave, Miami, FL, 33180	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-411280	CLM	Bruce Morgan	—	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
CLM-413505	CLM	Julie B Parker	1969-01-20	—	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-431726	CLM	Ahmed Sims	1972-07-07	UHC-36382-81	—	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419493	CLM	Brittany Turnre	1962-11-15	UHC-11003-49	—	2023 Pine Dr, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-422463	CLM	Diana Cooper	1993-02-21	UHC-93659-24	8206167600	855 Pine Dr, Phoenix, AZ, 85047	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413741	CLM	Christian Y Burton	1976-03-16	UHC-48813-22	—	3628 Lake View Rd, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-415415	CLM	Carolyn Jordan	1952-10-12	—	—	3878 Market St, Charlotte, NC, 28245	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415798	CLM	Joe Diaz	2001-03-25	—	—	3111 Maple Ave, Glendale, AZ	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401561	CLM	Jessica Elllis	1963-07-27	—	8886321549	2220 Central Ave, Fresno, CA, 93781	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407888	CLM	Rebecca F Hughes	1982-04-18	UHC-55608-51	—	6044 Palm Dr, San Diego, CA, 92170	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-427312	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	—	1861 Bayshore Dr, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-405464	CLM	Ethan Hill	1966-05-05	UHC-93821-06	—	9861 Bayshore Dr Apt 14, Mesa, AZ, 85232	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-420071	CLM	Christine I Olson	1984-12-03	UHC-78090-69	—	7619 Pine Dr, Fresno, CA, 93738	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429854	CLM	Amanda Phillips	1950-10-15	—	2229000513	3745 Canyon Rd # 260, Mesa, AZ, 85202	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411238	CLM	Joyce Q Spencer	1948-01-17	UHC-22576-11	—	5505 Baseline Rd, Orlando, FL, 32889	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-421240	CLM	Anthony Collins	1995-05-10	UHC-10472-57	—	6148 Washington St, Houston, TX, 77071	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424414	CLM	Isabella Adams	1984-04-08	UHC-34881-59	—	5521 Church St, Jacksonville, FL, 32276	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421261	CLM	Dorothy Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-407560	CLM	Brandon Boyd	1988-06-11	UHC-74380-08	—	2563 Union St, Glendale, AZ, 85395	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430676	CLM	Hiroshi Sims	1972-10-22	UHC-85479-92	—	393 Lincoln Way, Fresno, CA, 93766	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-404469	CLM	Jesse Santos	1981-06-19	UHC-21978-49	—	8431 Palm Dr, Phoenix, AZ, 85086	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432107	CLM	John F Cox	—	—	2409656853	9483 Desert Sky Blvd, Houston, TX, 77062	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408024	CLM	Angela Salazar	—	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-400905	CLM	Adam Walsh	1956-08-01	UHC-75549-63	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
CLM-410152	CLM	Henry I Hunter	—	UHC-15194-32	—	—	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared

5,465 rows, page 29 of 110Previous Next